전처리 데이터

In [2]:
df = pd.read_csv('C:\jupyter_notebook_file\병합DB_2차.csv')
df
Out[2]:
Unnamed: 0 bridge_name address etc_address latitude longitude brid_height_origin location_start wl_station_code station_name location obs_date WL bridge_height
0 0 한평교 경기도 안성시 37.106555 127.433259 6.1 [37.106555, 127.433259] 1007604 안성시(한평교) [37.10666666666667, 127.43361111111112] 2016-11-09 01:00:00 145.0 734.0
1 1 한평교 경기도 안성시 37.106555 127.433259 6.1 [37.106555, 127.433259] 1007604 안성시(한평교) [37.10666666666667, 127.43361111111112] 2016-11-09 02:00:00 145.0 734.0
2 2 한평교 경기도 안성시 37.106555 127.433259 6.1 [37.106555, 127.433259] 1007604 안성시(한평교) [37.10666666666667, 127.43361111111112] 2016-11-09 03:00:00 145.0 734.0
3 3 한평교 경기도 안성시 37.106555 127.433259 6.1 [37.106555, 127.433259] 1007604 안성시(한평교) [37.10666666666667, 127.43361111111112] 2016-11-09 04:00:00 146.0 734.0
4 4 한평교 경기도 안성시 37.106555 127.433259 6.1 [37.106555, 127.433259] 1007604 안성시(한평교) [37.10666666666667, 127.43361111111112] 2016-11-09 05:00:00 146.0 734.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
7456997 7456997 굴포천교 인천광역시 계양구 37.580726 126.776421 10.0 [37.580726, 126.776421] 1019653 벌말교 [37.583333333333336, 126.77222222222223] 2020-08-26 22:00:00 238.0 1239.0
7456998 7456998 굴포천교 인천광역시 계양구 37.580726 126.776421 10.0 [37.580726, 126.776421] 1019653 벌말교 [37.583333333333336, 126.77222222222223] 2020-08-26 23:00:00 230.0 1239.0
7456999 7456999 굴포천교 인천광역시 계양구 37.580726 126.776421 10.0 [37.580726, 126.776421] 1019653 벌말교 [37.583333333333336, 126.77222222222223] 2020-08-27 00:00:00 238.0 1239.0
7457000 7457000 굴포천교 인천광역시 계양구 37.580726 126.776421 10.0 [37.580726, 126.776421] 1019653 벌말교 [37.583333333333336, 126.77222222222223] 2020-08-27 01:00:00 230.0 1239.0
7457001 7457001 굴포천교 인천광역시 계양구 37.580726 126.776421 10.0 [37.580726, 126.776421] 1019653 벌말교 [37.583333333333336, 126.77222222222223] 2020-08-27 02:00:00 237.0 1239.0

7457002 rows × 14 columns

교량별 시계열 데이터

  • Separation of data for training and testing
In [12]:
# train, test 데이터 시각화
for i in range(len(df_list)):
    ax = train_list[i].plot()
    test_list[i].plot(ax=ax)
    plt.title(i)
    plt.legend(['train', 'test'])
    plt.show()

예측 결과 scatter

In [28]:
#------------------------------------------------------------------------------------------#
# 예측 결과 시각화하여 확인
# 원래 값과 예측 값이 일치하면 직선에 가깝게 분포
for i in range(len(df_list)):
    plt.scatter(y_test[i], y_pred[i])
    plt.xlabel("WL Index: $Y_i$")
    plt.ylabel("Predicted WL Index: $\hat{Y}_i$")
    plt.title(str(i)+"번째: WL vs Predicted WL Index: $Y_i$ vs $\hat{Y}_i$")
    plt.show()
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
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Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral
Font 'default' does not have a glyph for '\ubc88' [U+bc88], substituting with a dummy symbol.
Substituting symbol 번 from STIXGeneral
Font 'default' does not have a glyph for '\uc9f8' [U+c9f8], substituting with a dummy symbol.
Substituting symbol 째 from STIXGeneral

교량별 LSTM 모델의 예측 그래프

In [30]:
for i in range(len(df_list)):
    plt.figure(figsize=(16,8))
    plt.title(i)
    plt.plot(a_axis[i], y_train_np[i].reshape(X_train_t[i].shape[0],), 'o-')
    plt.plot(b_axis[i], y_pred[i].reshape(X_test_t[i].shape[0],), 'o-', color='red', label='Predicted')
    plt.plot(b_axis[i], y_test_np[i].reshape(X_test_t[i].shape[0],), 'o-', color='green', alpha=0.2, label='Actual')
    plt.legend()
    plt.show()